Who should use the Demand Sensing workflow?
Teams or solo builders working on business tasks who want a repeatable process instead of one-off tool experiments.
AI Workflow · Business
Practical execution plan for demand sensing with clear steps, mapped tools, and delivery-focused outcomes.
Deliverable outcome
A self-improving demand sensing system that adapts to market changes.
30-90 minutes
Includes setup plus initial result generation
Free to start
You can swap tools by pricing and policy requirements
A self-improving demand sensing system that adapts to market changes.
Use each step output as the input for the next stage
Step map
Instead of relying on a single generic AI model, this pipeline connects specialized tools to maximize quality. First, you'll use Demand Solutions (by Logility) to a documented scope and a live data pipeline feeding raw signals into a unified storage. Then, you pass the output to Alteryx to a clean, normalized, time-aligned dataset with no gaps or inconsistencies. Then, you pass the output to Demand Solutions (by Logility) to a curated set of leading indicator features proven to correlate with demand shifts. Then, you pass the output to Demand Solutions (by Logility) to a live, continuously updating demand sensing model producing daily or hourly forecasts. Then, you pass the output to Demand Solutions (by Logility) to demand forecasts are actionable inside planning workflows with exception-based alerts. Finally, Demand Solutions (by Logility) is used to a self-improving demand sensing system that adapts to market changes.
Define Sensing Scope & Signal Sources
A documented scope and a live data pipeline feeding raw signals into a unified storage.
Clean & Normalize Signal Data
A clean, normalized, time-aligned dataset with no gaps or inconsistencies.
Extract Leading Indicators via Feature Engineering
A curated set of leading indicator features proven to correlate with demand shifts.
Train & Deploy Demand Sensing Model
A live, continuously updating demand sensing model producing daily or hourly forecasts.
Integrate Forecast into Planning Systems
Demand forecasts are actionable inside planning workflows with exception-based alerts.
Monitor, Retrain & Refine (Optional)
A self-improving demand sensing system that adapts to market changes.
Identify the specific products, geographies, and time horizons for demand sensing. Map all relevant internal and external data sources (e.g., point-of-sale, web traffic, social media mentions, weather, economic indicators). Establish data ingestion pipelines for each source.
Why Demand Solutions (by Logility): Demand Solutions (by Logility) is purpose-built for demand sensing and directly supports defining sensing scope and signal sources within supply chain planning.
Standardize timestamps, units, and formats across all sources. Handle missing values, outliers, and duplicates. Create a consistent time-series structure aligned to the sensing frequency (daily, hourly).
Why Alteryx: Alteryx is a dedicated data wrangling and automated data preparation tool, ideal for cleaning and normalizing signal data.
Transform raw signals into predictive features: lagged variables, rolling averages, rate-of-change, and composite indices (e.g., sentiment score). Correlate each feature with historical demand to identify leading indicators.
Why Demand Solutions (by Logility): Demand Solutions (by Logility) includes demand sensing capabilities that inherently involve feature engineering for leading indicators.
Select a machine learning model (e.g., gradient boosting, LSTM) that captures non-linear relationships. Train on historical data with the engineered features, validate on a holdout period, and deploy as a real-time inference API.
Why Demand Solutions (by Logility): Demand Solutions (by Logility) is a dedicated demand sensing platform that includes model training and deployment for demand forecasting.
Pipe the model's output into existing ERP, inventory, or supply chain planning tools. Set up automated alerts when predictions deviate significantly from baseline plans. Create dashboards for planners to review and override if needed.
Why Demand Solutions (by Logility): Demand Solutions (by Logility) directly integrates with planning systems and S&OP workflows, making it the natural choice for this step.
Track model performance over time (e.g., weekly MAPE). Retrain automatically when accuracy degrades or new data sources become available. Periodically re-evaluate feature set and model architecture.
Why Demand Solutions (by Logility): Demand Solutions (by Logility) includes ongoing monitoring and refinement capabilities for demand sensing models.
§ Before you start
Teams or solo builders working on business tasks who want a repeatable process instead of one-off tool experiments.
No. Start with the top pick for each step, then replace tools only if they do not fit your pricing, compliance, or output needs.
Open the mapped task page and compare top options side by side. Prioritize output quality, integration fit, and predictable cost before scaling.
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